Behavioral governance of AI effects is undecidable for Turing-complete architectures, making coterminous boundaries via computation-effect separation the only structural solution rather than post-hoc layers.
A survey of safety and trustworthiness of deep neural networks: Verification, testing, adversarial attack and defence, and interpretability
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The Two Boundaries: Why Behavioral AI Governance Fails Structurally
Behavioral governance of AI effects is undecidable for Turing-complete architectures, making coterminous boundaries via computation-effect separation the only structural solution rather than post-hoc layers.